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Significant Fuel Savings and Emission Reductions by Improving Vehicle Air Conditioning
John Rugh National Renewable Energy Laboratory
Valerie Hovland Mesoscopic Devices
Stephen O. Andersen U.S. Environmental Protection Agency
15th Annual Earth Technologies Forum and Mobile Air Conditioning Summit April 15, 2004
Outline• Modeling approach
• Thermal comfort-based AC fuel use prediction
• Model updates
• Fuel saved for up to 30%drop in AC power (equal to a43% increase in COP)
• Per vehicle (cars, light trucks) • By climate • Total savings and CO2
reductions across California, U.S., EU, and Japan
10 14
19 )
(1.8 billion gallons)
(0.5 billion gallons)
26 billion liters (7 billion gallons
6.9 billion liters
1.7 billion liters
10 14
19
Predicting Fuel Used for AC •
– 2) – –
State A
TMY MonthT C
T
H PPD Time PPD
VMT w/ AC
MPG
MPG
Gal for AC/ Reg Gal/
State
Apr
July
0
0 0
5
5
10
10
15
15 20
25
(C) i
f
Model 0
5
10
15
20
25
ii
ime
1500 ( )
i(
)
ii
i
Use Multiple Models/Inputs/Data Sets Environmental Conditions (Temp, RH, W/mThermal Comfort Model Vehicle Simulations (Fuel Economy Reduction with AC)
City B
City X
City A
w/ AC
w/o AC
veh
Total
12-6am 6-9am 9am-1pm 1-4pm 4-7pm 7-10pm 10pm-12am Jan
Feb
Mar
May
June
Aug
Sept
Oct
Nov
Dec Temper atur e n Denver, CO
Mon
th
Ti me o Day
Thermal Comfort
12-6am 6-9am 9am-1pm 1-4pm 4-7pm 7-10pm 10pm-12am Hour of the Day
Perc
enta
ge o
f Tra
vel O
ccur
rng
durn
g th
at T
0.0
1.0
2.0
3.0
4.0
5.0
6.0
1000 2000 2500 3000 3500 Compressor Speed rpm
Sys
tem
Pow
er C
onsu
mpt
on k
W
Fixed D sp 210 Fixed D sp 180 Var D sp 125 Defrost 210 Defrost 180 Defrost 125
Model Updates• Updates to U.S. study, Summer 2003
– Mean Radiant Temperature varies with vehicle type (car, truck) • Therefore usage PPD varies with type
– Thermal comfort: use one assumption for clothing and soak (MRT) – Include demisting – AC power consumption = f(type, compressor speed)
State A
TMY MonthT C
T
H PPD Time PPD
VMT w/ AC
MPG
MPG
Gal for AC/ Reg Gal/
State
Demist
City B
City X
City A
w/ AC
w/o AC
veh
Total
Environmental Conditions: Phoenix, AZ: Temperature
State A
TMY MonthTC T
H PPD
PPD VMT
MPG
MPG AC/ Reg
Jan Feb Mar Apr
June
Aug Sept Oct Nov Dec 10
10
15
15
15
15
20
20
25
25
30
35Mon
th
Temperature, humidity,
solar radiation
City B
Time
City X
City A
w/AC
w/AC
w/o AC
Gal for veh
Tot Gal /State
12-6am 6-9am 9am-1pm 1-4pm 4-7pm 7-10pm10pm-12am
May
July
Temperature (C) in Phoenix, AZ
Time of Day
Mean Radiant Temperature Models
• MRT varies with vehicle type (car, truck) • Vehicle data used to generate models
• Ford Crown Victoria • Ford Explorer (White) • Ward Atkinson – Phoenix 2002 • Plymouth Breeze • Ford Explorer (Black) • Bill Hill – GM Data • Jeep Grand Cherokee • Lincoln Navigator
• Dodge Grand Caravan
Models
MRT(car, time) = * Radiation(t)/1000W/m2 + Tambient(t)
MRT(truck, time) = 24°C 2 + Tambient (t)
27°C
* Radiation(t)/1000W/m
Mean Radiant Temperature by City
Jan
Feb
Mar
Apr
June
Aug
Sept
Oct
Nov
Dec 10
10
20
20
20
20
30
30
30
40
50
60
Mean Radiant Temperature (C) in Phoenix, AZ M
onth
May
July
12-6am 6-9am 9am-1pm 1-4pm 4-7pm 7-10pm 10pm-12am Time of Day
Thermal Comfort Model:Percent of People Using AC
-3 -2 -1 0 1 2 30 10 20 30 40 50 60 70 80 90
100
PPD
Thermal Comfort Model,
+ 3 + 2 + 1 0
Slightly Cool - 2 l - 3 ld
PMV Thermal Sensation
State A
TMY MonthTC T
H PPD
PPD VMT
MPG
MPG AC/ Reg
Thermal Sensation Vote
Warm Cool
PPD from PMV
Hot Warm
Slightly Warm Neutral
- 1 CooCo
City B
Time
City X
City A
w/AC
w/AC
w/o AC
Gal for veh
Tot Gal /State
AC Usage for CoolingPredicted Percent Dissatisfied (%) in Phoenix, AZClothing: 0.6, Velocity: 0.1, MRT: Ambient+Rise
Dec 10 1M
onth
Nov
Oct
Sept
Aug
July
June
May
Apr
Mar
Feb
Jan
1
1 1
10
10
10
20
20
30
30
40
40
50
60
70
80
90
AC Off
100% of People Have AC On
12-6am 6-9am 9am-1pm 1-4pm 4-7pm 7-10pm 10pm-12amTime of Day
AC Usage for DemistingAC used for demist if:
Temperature is between 1.7-12.8°C (35-55°F), and Relative Humidity > 80% M
onth
Demist Percent Usage in Brussels, BEL
Dec
Nov
Oct
Sept
Aug
July
June
May
Apr
Mar
Feb
Jan
1
1
10
No Demist Usage
20
20
30
30
40
40
50
50
60
60
70
70
80
80
90
90
100% Demist Usage 12-6am 6-9am 9am-1pm 1-4pm 4-7pm 7-10pm 10pm-12am
Time of Day
Vehicle Usage with Time of Day, MonthState A
TMY MonthTC T
H PPD
PPD VMT
MPG
MPG AC/ Reg
City B
Time
City X
City A
w/AC
w/AC
w/o AC
Gal for veh
Tot Gal /State
10
15
20
25
70% Daily Travel
Per
cent
age
of T
rave
l Occ
urrin
gin
that
Mon
th
9
8
7
6
5
4
3
2
Summer Months: May
September
Average
Per
cent
age
of T
rave
l Occ
urrin
gdu
ring
that
Tim
e
12-6am 6-9am9am-1pm1-4pm 4-7pm 7-10pm10pm-12am
1
00 2 4 6 8 10 12 Hour of the Day Month of the Year
0
5
15
27
17
25
18
31
26
49
40
23
50
17
26
42
40
25
21
41
32
23
19
26
19
38
18
52
33
2024
37
28
50
3033
3225
23
26
69
41
57
2129
58 43
43
6
Percent of Time AC is On: Cooling + Demist
State A
TMY MonthTC T
H PPD
PPD VMT
MPG
MPG AC/ Reg
City B
Time
City X
City A
w/AC
w/AC
w/o AC
Gal for veh
Tot Gal /State
10 14
19
15
27
17
25
18
31
26
49
40
23
50
17
26
42
40
25
21
41
32
23
19
26
19
38
18
52
33
20 24
37
28
16
50
3033
3225
23
26
69
41
57
28
21
2129
58 43
43
6
ifi i
Percent of Time AC for Cooling
+ Dehumid cat on
6.3 to 17.9 17.9 to 19.6 19.6 to 22.9 22.9 to 25.1 25.1 to 25.9 25.9 to 28.4 28.4 to 32.1 32.1 to 37.8 37.8 to 41.4 41.4 to 49.2 49.2 to 57.3 57.3 to 69.3
23
24
23
21
23
25
26
27
27
2524
25
23
27
24
25
23
26
2525
24
26
25
27
26
24
23
26
27
2527
2525
25
27
26
27
2422
30 27
17
Climate during AC UseTemperature, Humidity
10 14
19
27
2624
25
27
23
24
23
21
23
25
26
27
27
25
27
24
25
23
27
24
25
23
26
25
26
25
24
26
25
27
26
2424
23
26
23
27
2527
2525
25
25
27
26
27
25
24
2422
30 27
27
17
Average Temperature During AC Use (C)
16.9 to 22.8 22.8 to 23.5 23.5 to 24.1 24.1 to 24.6 24.6 to 24.9 24.9 to 25.1 25.1 to 25.5 25.5 to 26.2 26.2 to 26.7 26.7 to 26.7 26.7 to 27.3 27.3 to 30.2
U.S. Average: 25°C
50
77
58
70
77
37
69
74
63
70
71
71
56
69
72
67
52
42
69
31
76
67
74
47
75
74
71
71
81
7569
7471
37
71
73
74
80
4768
32 72
76
67
Climate during AC UseTemperature, Humidity
10 14
19
77
73 57
50
77
77
58
70
77
37
69
74
63
70
71
71
56
69
72
67
52
42
69
31
76
67
74
47
75
74
7371
57
71
71
81
7569
7471
37
71
73
74
80
72
73
4768
32 72
76
67
Average Relative Humidity During
AC Use (%)
31 to 47 47 to 56 56 to 67 67 to 69 69 to 70 70 to 71 71 to 72 72 to 73 73 to 74 74 to 76 76 to 77 77 to 81
U.S. Average: 66% RH
Percent of Time AC in Use
Cooling and Demisting
ingdom
i
land
I land
Fi
ic
lgaria
i
AC is ii ist
United K
Turkey
Sw tzerland
Sweden
Spain
Romania
Portugal
Po
Norway
Netherlands
Japan
Italy
re
Hungary
Greece
Germany
France
nland
Denmark
Czech Republ
Bu
Belg um
Austria
Percent of Time n Use
Cool ng + Dem
19.4 to 28.6
28.6 to 32.7
32.7 to 37.0
37.0 to 41.5
41.5 to 44.2
44.2 to 44.7
44.7 to 45.9
45.9 to 50.6
50.6 to 58.8
Fuel Economy Impact: Vehicle Simulations
State A
TMY MonthTC T
H PPD
PPD VMT
MPG
MPG AC/ Reg
City B
Time
City X
City A
w/AC
w/AC
w/o AC
Gal for veh
Tot Gal /State
US Car US Truck EU Vehicle Fuel Economy no AC 22.0 18.8 30.4
Fuel Economy with AC 18.0 16.2 27.3 Fuel Economy defrost 21.1 18.1 29.0
US Car US Truck EU Vehicle FE Drop with AC 18% 14% 10%
FTP drive cycle FE Drop with defrost 4% 4% 4% Hot initial conditions
US car and truck based on existing fleet
0
1
4
4
1
6
2
15
5
1
3
1
9
3
3
10
12
1
1
7
1
1
1
6
1
2
9
1
4
4
2
59
1
3
1
6
12
324
3 2
4
0
Vehicle RegistrationsState A
City B TMY MonthTC
T
H PPD Time
PPD
City X
City A
VMT w/AC
MPG w/AC
MPG w/o AC
Gal for AC/veh Reg
Tot Gal /State
10 14
194
4
3
0
1
4
4
1
6
2
15
5
1
3
1
9
3
3
10
12
1
1
7
1
1
1
6
1
2
4
49
1
4
5
4
32
59
1
3
1
6
12
1
3
324
3 2
4
0
Million Vehicle Registrations
0.4 to 0.7 0.7 to 1.0 1.0 to 1.4 1.4 to 1.8 1.8 to 2.8 2.8 to 3.3 3.3 to 3.9 3.9 to 4.4 4.4 to 6.0 6.0 to 9.2 9.2 to 12.5 12.5 to 23.9
Total Million
Vehicles US 213.0
Distance Traveled per Year Sources: • 2002 World Road
Statistics from the International Road Federation
• International Road Traffic and Accident Database
• Ward’s Automotive Yearbook, 2001
EU and Japan
Spain
l
Italy
Fi
ic
l
United Kingdom
Turkey
Switzerland
Sweden
Romania
Portugal
Poland
Norway
Nether ands
Japan
Ireland
Hungary
Greece
Germany
France
nland
Denmark
Czech Republ
Bulgaria
Belgium
Austria
Vehic e Kilometers Traveled
6500 to 9803
9803 to 10738
10738 to 13321
13321 to 14964
14964 to 17537
17537 to 20015
U.S.: • Car: 11,850 miles
(19,070 km) • Truck: 11,958
miles (19,244km)
7
37
78
64
9
187
43
735
179
17
127
15
66
109
229
273
61
52
167
22
40
12
219
17
85
144
86186
21
118
176
9575
142242
26
68
68
251
753
76730
216 86
167
1
National Fuel Used for AC
State A City B
TMY MonthTC T
H PPD Time
PPD
City X
City A
VMT w/AC
MPG w/AC
MPG w/o AC
Gal for AC/veh Reg
Tot Gal /State
• 7.0 billion gallons used forair conditioningannually
• 5.5% total fuel consumption
• 62 billion kg CO2 • 9.5% imported
crude oil
10 14
19
238
7
37
78
64
9
187
43
735
179
17
127
15
238
66
109
229
273
61
52
167
22
40
12
219
17
85
144
86 186
21
118
86
176
9575
142242
26
68
68
251
753
19
61
76730
216 86
167
1
Million Gallons Cooling &
Dehumidification
1 to 17 17 to 26 26 to 52 52 to 68 68 to 78 78 to 86 86 to 142 142 to 176 176 to 216 216 to 242 242 to 730 730 to 753
Total Fuel Use for AC for Cooling and Demisting
i i
Swi
Spain
Pol
Italy
I
ic
lgaria
Bel
i
8 to 12
Totals Dehumid +
Cooling Billion
Gallons Billion Liters
Billion kg CO2
Percent of Total Consumption
EU 100% Market 1.8 6.9 16.0 3.2% Japan 100% Market 0.45 1.7 4.0 3.5%
Un ted K ngdom
Turkey
tzerland
Sweden
Romania
Portugal
and
Norway
Netherlands
Japan
reland
Hungary
Greece
Germany
France
Finland
Denmark
Czech Republ
Bu
gium
Austria
Million Gallons Cooling & Dehumid fication
12 to 14
14 to 16
16 to 23
23 to 25
25 to 41
41 to 53
53 to 75
75 to 258
258 to 303
303 to 450
450 to 450
-
AC
-
1
2
3
4
5
6
7
8
65% 70% 80% 85% 95% 100% 105% 0
10
20
30
40
50
60
70
U.S. Fuel Saved & CO2 Reduced by Reducing AC Consumption
10 14
19
5.5% Vs. Total Consump.
3.6%
0.5 0.9
1.3 1.7
2.5
Consumption
0.1
2.1 CO2 Reduced
AC Fuel Saved
75% 90%
AC Power Consumption: Percent of Baseline
Bill
ion
Gal
lons
Bill
ion
kg C
O2
5.4
9.4
6.4
5.0
6.0
11.9
10.1
17.9
14.2
8.3
16.3
7.5
9.4
7.7
14.0
8.7
8.7
16.4
12.5
9.2
7.1
10.0
6.97.1
16.6
11.9
7.97.4
10.6
17.8
12.1
9.99.3
8.7
28.2
8.311.0
22.8 14.7
15.3
0.4
Fuel Saved per Vehicle by Climate30% Reduction in AC Power
10 14
19
13.1
7.6
10.9
9.4
14.0
21.9
5.4
9.4
6.4
5.0
6.0
11.9
10.1
17.9
14.2
8.3
16.3
7.5
9.4
7.7
14.0
8.7
8.7
16.4
12.5
9.2
7.1
10.0
6.9
13.1
7.1
16.6
11.9
7.9 7.6
7.4
10.6
6.6
17.8
10.912.1
9.99.3
8.7
9.4
28.2
14.0
21.9
10.2
7.9
8.311.0
22.8 14.7
15.3
0.4
Gallons Saved /Vehicle/Year,
30% Reduction in AC Power
0.4 to 6.6 6.6 to 7.5 7.5 to 7.9 7.9 to 8.7 8.7 to 9.4 9.4 to 10.1 10.1 to 11.9 11.9 to 13.1 13.1 to 14.7 14.7 to 16.6 16.6 to 21.9 21.9 to 28.2
-0
2
4
6
8
10
12
14
65% 70% 75% 85% 90% 100% 105%
li /
i l/
li /
Per Vehicle Fuel Saved by Reducing AC Consumption
10 14
19
2.0
3.9
5.6
7.5
9.4
11.0
0.3
80% 95%
AC Power Consumption: Percent of Baseline
Gal
lons
Sav
ed/Y
ear
Car: Base ne Use 33.7 gal year
Truck: Basel ne Use 26.8 ga year
Average: Base ne Use 30.8 gal year
U.S. Fuel Savings Taking into Account New Technology Penetration
• Assumptions– 15% and 30% reductions 6
15%
AC Power
AC Power
3.7 bil gal/yrSaved by 2025
Reduction in
Reduction in30%
in AC power – Power reductions begin 5
in 2010 4
– Fleet grows through time (DOE’s Vision model) 3
• 234 million in 2010 2
• 293 million in 2050 1
– Fleet turnover in 16 years 02010 2015 2020 2025 2030 2035 2040 2045 2050
Time (year) – VMT increases over time • 13,500 miles in 2010 • 19,950 miles in 2050
Bill
ion
Gal
lons
per
Yea
r Sav
ed
Per Vehicle Savings from an Improved MAC
$0
Savi
ngs
from
an
Impr
oved
HFC
-134
a A
/C S
yste
m(2
004
$)
- / - One A/
-
$50
$100
$150
$200
$250
$300
$350
$400
$450
Assumptions: 30% reduction in A C energy 11 gallons of fuel per year saved
C service avoided in year 8 Cost of service charge = $107 Cost of fuel = 1.75 $/gal Costs rise at rate of inflation
0 2 4 6 8 10 12 14 16
Vehicle Life (years)
A l
70% 80% 85% 95%
i li
Billio
n G
allo
ns
-
2
4
6
8
10
12
14
16
18
il i
Bil
EU Fuel Saved by Reducing AC Power Consumption
3.2% Vs. Total Consump.
2.2%
0.02 0.09
0.19 0.28
0.37 0.46
0.56
EU AC Consumption
C Fue Saved
CO2 Reduced
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
65% 75% 90% 100% 105%
AC Power Consumpt on: Percent of Base ne
Billio
n kg
CO
2
EU AC Consumpt on EU AC Fue Sav ngs
kg CO2 Saved
i
l
65% 70% 75% 80% 85% 90% 95% 100% 105%
i line
Billio
n G
allo
ns
-
Billi
Japan Fuel Saved by Reducing AC Power Consumption
3.4% Vs. Total Consump.
2.4%
0.005 0.02
0.05 0.07
0.09 0.11
0.14
Japan AC Consumpt on
AC Fue Saved
CO2 Reduced
0.00
0.05
0.10
0.15
0.20
0.25
0.30
0.35
0.40
0.45
0.50
AC Power Consumpt on: Percent of Base
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
on k
g C
O2
Conclusions
• MAC fuel use & CO2 emissions are strong functions of:– Vehicle design – Vehicle use – Environment
• Solutions to reduce fuel consumed by MACs – Reduce the thermal load – improve vehicle design – Improve delivery – design for occupant thermal comfort – Improve equipment – Educate consumers on impacts of driver behavior on MAC fuel
use
Conclusions (cont.)• Thermal comfort-based AC fuel use prediction
US EU Japan AC Fuel Use, Billion Gallons 7.0 1.82 0.45
AC Fuel Use, Percent of Total Consumption 5.5% 3.2% 3.4%
• Reducing AC fuel use has the potential to greatly benefit the nation • Reduce imported oil • Reduce CO2
• Per vehicle savings allow calculation of payback time 30% Reduction in Power Units US California EU Japan
Savings per Vehicle gal/year 11.0 11.0 2.5 2.2 Reference Total Consumption gal/year 30.8 30.5 8.0 7.2 Savings of Total Consumption % 2.0% - 1.0% 1.0%
Fuel Saved Bil Gallons 2.5 0.26 0.56 0.14 Fuel Saved Bil Liters 9.5 1.0 2.1 0.5
Emissions Reduced Bil k G CO2 22.1 2.3 4.9 1.2
• Impact of incremental reduction in AC power: states, nations, world
Fuel Savings across the World
Billion Gallons: Savings with 30% Drop in AC Power
CO2 Reduction across the World
Billion kg CO2: Reduction with 30% Drop in AC Power
Thank you!Thank you!• John Rugh
– Ph: 303-275-4413 – Email: [email protected]
• Valerie Hovland – Email: [email protected]
• Stephen Andersen – Ph: 202-343-9069 – Email: [email protected]
Back Up
Why So Much Fuel for A/C?
150 Watts
Metabolic Heat
A/C Cooling 3-6 kWth!
Generation
Cities Used from TMY Data Base
• Plymouth Breeze• July 12• Golden, CO
• Jeep Grand Cherokee• July 12• Golden, CO10
20
30
40
50
60
70
80
90
5:30 7:30 9:30 11:30 13:30 15:30 17:30
Time
Tem
pera
ture
(C)
TrimSeatAirGlazingIPHeadliner AmbientModel
10
20
30
40
50
60
70
80
90
5:30 7:30 9:30 11:30 13:30 15:30 17:30
Time
Tem
pera
ture
(C)
TrimSeatAirGlazingIPHeadliner AmbientModel
Car & Truck MRT
Vehicle Modeling in ADVISOR
• 115 kW SI engine, 1300 kg
• 144 kW SI, 1924 kg
icle • 91 kW compression
ignition diesel, 1220 kg
gasoline equivalent fuel consumption
2 from fuel consumption
• 2/liter fuel 1000 2000 3000 40000
50
100
150
200
250
300
350
)
(
ici
• U.S. Car
• U.S. Truck
• EU Veh
• Fuel economy expressed in
• CO emissions determined
2.33 kg CO
Speed (rpm
Torq
ueN
m)
Engine Eff ency Mercedes 1.7L Diesel Engine f/ ORNL
0.05 0.1 0.15
0.2 0.25
0.3 0.35
0.35 0.4 0.45
Series5
AC Modeling
• HFC-134a • U.S. trucks: 210 cc fixed • U.S. cars: 180 cc fixed • EU vehicle: 125 cc
variable displacement• Compressor power
consumption based onDelphi compressor curves
• Total power = Pcompressor + Pblower
1000 1500 2000 ( )
i)
Fi iFi i
i
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
2500 3000 3500 Compressor Speed rpm
Sys
tem
Pow
er C
onsu
mpt
on (k
W0.0
0.7
1.3
2.0
2.7
3.4
4.0
4.7
5.4
Hor
sepo
wer
xed D sp 210 xed D sp 180
Var D sp 125 Defrost 210 Defrost 180 Defrost 125
• Pblower = 120 W Curves based on work by Forrest at Delphi
• Engine speed/compressor • Cooling mode: 27°C, 60% RH speed ratio = 0.64 • Demist mode: 16°C, 80% RH
Conservative Estimate ofFuel Used for AC
• Fanger’s thermal comfort model excludes: –Sun hitting a driver –Thermal asymmetry –Sitting on a hot seat –High humidity impacts
• Model excludes AC use due to–Automatic Temperature Control
• EU compressor power
Series5
Incremental Reduction in AC Power
1000 1500 2000 3500 )
i) .
Fi iFi iFi i
85% of Baseline Power
70% of Baseline Power
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
2500 3000 Compressor Speed (rpm
Sys
tem
Pow
er C
onsu
mpt
on (k
W
0.0
0.7
1.3
2.0
2.7
3.4
4.0
4.7
5.4
Hor
sepo
wer
xed D sp 210 xed D sp 210 * 0.85 xed D sp 210 * 0.7
EU/Japan Per Vehicle Fuel Saved by Reducing AC Consumption
65% 70% 80% 90% 95% 105% i li
Gal
lons
Sav
ed/Y
ear/V
ehic
le
Lite
rs S
aved
/Yea
r/Veh
icle
li l
li l
0.08
0.4
0.8
1.2
1.6
2.1
2.5
0.0
0.5
1.0
1.5
2.0
2.5
3.0
75% 85% 100% AC Power Consumpt on: Percent of Base ne
0.0
2.0
4.0
6.0
8.0
10.0 EU Base ne: 8.0 gal ons
Japan Base ne: 7.2 gal ons